Archive for the ‘Analytics’ Category

MediaMind Research on The Rich and The Powerful

Wednesday, March 28th, 2012

A newly released MediaMind analysis looks at how rich media and standard banners affect site visits. The study analyzed 24,000 creatives with more than 12 billion impressions served in North America between July and December, 2011. Site visits were measured using landing page conversion tags.

Some telling stats:
* Rich media boosts site visits three-fold
* Rich media PLUS video boosts site visits six-fold



The Bottom Line?
Rich media clearly works on many levels for many campaign objectives. More visible and engaging, rich media ads add value to both brand advertising and direct response advertising. MediaMind’s analysis shows that rich media and specifically rich media with video is a worthwhile investment for directly generating site traffic and sales.

Want the full story?
Click here to download the Research.

Demystifying Attribution with Encore

Wednesday, March 7th, 2012

MediaMind announced today its partnership with Encore Media Metrics to help marketers understand Attribution credit across digital campaigns. The integration between the MediaMind platform and Encore will give marketers immediate access to attribution reports that show what worked and what didn’t, in order to easily implement budget allocation to the best performing ads. Below is the first in a series of articles on Attribution written by Steve Latham, Founder and CEO, Encore Media Metrics.

Steve Latham, Founder and CEO, Encore Media Metrics


Attribution is a hot topic!  As marketers are shifting their focus to measurement and optimization, Attribution is rising to the top of the priority list for 2012.  However, like many things, Attribution has many flavors and often means different things to different people.  In this and future posts, I will shed some needed light on this topic and help marketers make sense of this complicated and ever-evolving discipline.


 For starters, let’s define Attribution is simply the process of attributing credit to each interaction in a user’s path to conversion.  These interactions may include display ads, paid searches, natural searches, emails, social and other media.  To truly optimize your online marketing efforts, we must measure each channel, vendor, placement and keyword’s contribution, and give appropriate credit in the final analysis.  While the industry generally agrees on the problem (last-click measurement is woefully insufficient) and the objectives (give credit where it’s due), there are many divergent opinions on which approach is best for solving this problem.  With the goal of illuminating and educating (vs. selling) here is my perspective.


Analyzing Conversion Paths

Conversion path analysis is quite popular these days and is usually at the top of marketers’ wish lists.  Not to be confused with site-specific conversion analysis, media-centric “conversion path analysis” looks at the digital channels that influence customers throughout the conversion cycle.  In short, marketers want to a macro-view of all the touch points (we call them “assists”) that drive a conversion.

 To capture the data needed to view conversion paths, you need to match impression cookies (set by your ad server when a user is exposed to display ads) and your site visitor cookies (set by your site analytics software).  You’ll also need to maintain all the details for each impression or visit as time-stamped, individual records are a key requirement for conversion path analysis and more advanced attribution.

Once you have the detailed history of impressions, clicks, visits and actions for each visitor, you can query the data to visualize the conversion paths for those who converted.

The table below shows the “average” path for all visitors, as well as the common paths for 4 unique groups of converters (segmented into natural clusters by a machine-learning algorithm).  As noted, the “average” converter saw 6.8 display ads and visited the site 2.9 times before converting, with natural search accounting for 0.4 visits, paid search 0.4 visits and display ads 0.9 visits. 

 

Most marketers are content with channel-specific conversion paths, but we’re seeing more and more interest in vendor and placement specific paths and expect this will become more common over time.


 Conversion path analysis is a good start towards cross-channel / full-funnel Attribution and should provide a foundation for more advanced (and necessary) analysis.  That said, there are a few limitations that marketers should be aware of when looking at conversion paths.


First, it’s important to note that Averages can be misleading and there is usually a broad distribution of paths that are not represented by the mean. While the average number of impressions was 6.8 in the case above, the number varied between 1.5 and 20 for each group (that’s a big range).  Likewise, while Display accounted for 70% (on average) of interactions that led to a conversion, it ranged between 38% and 88% among the four clusters.

Second, while conversion path analysis is insightful (and may help justify your display buys), you’ll need more information to truly understand campaign performance and determine how to optimize your media plan.  This is where Attribution comes into the picture.

Moving Beyond Conversion Paths to Full Attribution
If you have detailed conversion paths for each visitor, you have the data you need for advanced analysis.  Now you need a model that allocates credit for every impression and click assist in a way that makes sense.

And now we move into the realm of debate and disagreement that is characterized by “my math is better than your math.”  Truth is, Attribution models come in all shapes and sizes; some are proprietary and some are based on well-known statistical methodologies.  While there is no universally-accepted algorithm that constitutes the gold standard in Attribution modeling, there are numerous approaches that are more than sufficient.  The good news is that you don’t need a 99.9% solution to be successful.  In most cases, a 90% solution is sufficient and more cost-effective.

So without getting too deep into Attribution modeling, let’s talk about the Questions your attribution model should answer, such as:

  • What is the relative contribution of each channel, vendor, placement or keyword (i.e. how many conversions should each get credit for)?
  • What is the attributable cost per action (or return on spend) for each channel, vendor, placement or keyword? (see sample report below)
  • How many impressions are required to influence a visit and/or a conversion?  (i.e. what is the optimal frequency?)
  • How does the optimal frequency vary by vendor or placement?
  • What was the actual frequency (and how many impressions were wasted)? 
  • What is the appropriate look-back period (how far back should we give credit for assist impressions and clicks)?

 

Armed with answers to these questions, campaign optimization is very straightforward: allocate budget to your best performers and tighten your frequency to reduce waste and increase reach.  While there are many additional factors and attributes to measure, taking these basic steps will produce much deeper insights and dramatic improvements in performance.

Hopefully you now understand the difference between Conversion Path Analysis and Attribution Modeling.  Stay tuned for more insights!


Steve Latham
@stevelatham
@encoremetrics

MediaMind Research Reveals Top 5 Ad Formats

Thursday, February 23rd, 2012


Online, larger ads that occupy a bigger portion of the screen and use high quality images and video can make a big impact on results. In fact, it’s the creative that drives performance. To track the most effective ad formats, MediaMind looked at engagement across 300,000 creatives from the MediaMind database. We based our results on Dwell, one of the most telling metrics for measuring the effectiveness of branding campaigns. Dwell Rate measures the proportion of impressions that were touched by the user’s mouse for more than one second. Average Dwell Duration measures the length of exposure.


The top 5 performing formats are:
• Sidekick (IAB Rising Star)
• Pushdown (IAB Rising Star)
• Homepage Takeover
• Messenger Ads
• Video Extender


Click here to download the full research and understand which formats can make a difference for your brand.

Benchmarks: How to make your ads smarter

Tuesday, December 6th, 2011

“How is my campaign doing?” is one of the major questions that advertisers ask MediaMind. To help them gauge their performance, MediaMind publishes semi-annual Benchmarks which include aggregated performance averages of similar campaigns.

However, regardless of the performance of any given campaign, advertisers and agencies often ask “How can I do better?” “How can I increase my performance?” There is no silver bullet that can improve campaign performance, but there are a few rules of thumb.

To uncover the smartest practices that really do the work, MediaMind analyzed nearly 300,000 creatives and 100 billion impressions. We looked at variables such as the use of video, various ad formats, publisher content and even the use of tools like Dynamic Creative Optimization or buying on exchanges.

Results are surprising, and there are some smart tips that advertisers can implement and make a difference. Many of the best practice techniques yielded average performance improvement of 20-70%. For example, using Synched Ads improves average Dwell by 18% and average CTR by 54% on each of the ads presented on the page.

In addition to the seven best practices, the research includes average performance benchmarks for 50 countries, broken down by ad format and industry vertical. These can help display campaign managers to assess their performance.

To download the full report, click here and to download an infographic for easy reference, click here.

Too chic to click

Sunday, November 20th, 2011

As people are spending less time with print magazines, online Display can offer an alternative powerful branding experience


Prada, Burberry, Diesel and H&M have spent ample time and money building their brands and becoming top of mind for their consumers. Other than catwalks, events and store placements, magazines have been a major avenue for delivering the desired image. Until recently, it was typically a mix of glossy paper, striking images of super-skinny models and high quality style that have maintained the image of the brands.





However, the fashion advertising market is facing a tectonic shift. According to eMarketer, in the past two years, users spent 25% less time reading newspapers and magazines, shifting towards Internet and mobile with increased time spent of 10% and 50% respectively. As users are spending less time with magazines, fashion advertisers need to find new ways of delivering a powerful branding experience. This can be done by taking advantage of display advertising.


Display Advertising is the topic of a presentation MediaMind will be presenting on November 22nd at the 2nd Sportswear International E-Fashion Summit 2011, which will take place in Frankfurt, Germany.


For fashion advertisers, Dwell is one of the most powerful metrics for measuring the effectiveness of their branding campaigns. Research shows that Dwell is linked to higher brand effectiveness, and is more relevant than just counting clicks.


What are the best practices for getting the highest result? It turns out that the creative is the single most important contributor for higher campaign results. According to comScore, great creative is four times more important than the media plan.


Furthermore, analysis shows that to increase Dwell, advertisers should include video in their creative. In addition, research has shown that dynamic creative optimization boosts Dwell by an average of 50%. Another step for boosting Dwell is choosing an effective ad format; Homepage Takeover, Expandable Banners and Instant Messenger Ads are on average above the benchmarks for Dwell.


The primary thesis of the presentation in Frankfurt is that Rich Media display advertising can create an equally, if not superior, memorable branding experience. Using the right creative with video and dynamic content can be as visually appealing and at times more powerful than a double spread magazine ad.






Ariel Geifman
Principal Analyst, MediaMind